Overview
Brought to you by YData
Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 154 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 24.7 KiB |
| Average record size in memory | 164.0 B |
Variable types
| Numeric | 18 |
|---|---|
| Boolean | 8 |
| Categorical | 1 |
Cluster is highly overall correlated with clorofila_a_ug_l and 4 other fields | High correlation |
campaña_Verano is highly overall correlated with tem_agua and 1 other fields | High correlation |
campaña_invierno is highly overall correlated with clorofila_a_ug_l and 2 other fields | High correlation |
campaña_otoño is highly overall correlated with dqo_mg_l and 1 other fields | High correlation |
clorofila_a_ug_l is highly overall correlated with Cluster and 1 other fields | High correlation |
colif_fecales_ufc_100ml is highly overall correlated with Cluster and 1 other fields | High correlation |
dbo_mg_l is highly overall correlated with Cluster | High correlation |
dqo_mg_l is highly overall correlated with campaña_otoño | High correlation |
enteroc_ufc_100ml is highly overall correlated with espumas | High correlation |
espumas is highly overall correlated with enteroc_ufc_100ml | High correlation |
fosf_ortofos_mg_l is highly overall correlated with Cluster and 2 other fields | High correlation |
ica is highly overall correlated with colif_fecales_ufc_100ml and 3 other fields | High correlation |
microcistina_ug_l is highly overall correlated with tem_agua and 1 other fields | High correlation |
nitrato_mg_l is highly overall correlated with campaña_invierno | High correlation |
od is highly overall correlated with ph | High correlation |
olores is highly overall correlated with ica | High correlation |
p_total_l_mg_l is highly overall correlated with Cluster and 2 other fields | High correlation |
ph is highly overall correlated with od | High correlation |
tem_agua is highly overall correlated with campaña_Verano and 3 other fields | High correlation |
tem_aire is highly overall correlated with campaña_Verano and 2 other fields | High correlation |
turbiedad_ntu is highly overall correlated with campaña_otoño | High correlation |
olores is highly imbalanced (60.5%) | Imbalance |
color is highly imbalanced (58.2%) | Imbalance |
espumas is highly imbalanced (79.3%) | Imbalance |
Cluster is highly imbalanced (75.6%) | Imbalance |
tem_aire has 7 (4.5%) zeros | Zeros |
enteroc_ufc_100ml has 6 (3.9%) zeros | Zeros |
fosf_ortofos_mg_l has 3 (1.9%) zeros | Zeros |
dbo_mg_l has 11 (7.1%) zeros | Zeros |
dqo_mg_l has 54 (35.1%) zeros | Zeros |
cr_total_mg_l has 117 (76.0%) zeros | Zeros |
clorofila_a_ug_l has 74 (48.1%) zeros | Zeros |
microcistina_ug_l has 109 (70.8%) zeros | Zeros |
ica has 10 (6.5%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-03 19:26:16.504540 |
|---|---|
| Analysis finished | 2024-11-03 19:28:24.913298 |
| Duration | 2 minutes and 8.41 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
tem_agua
Real number (ℝ)
High correlation 
| Distinct | 100 |
|---|---|
| Distinct (%) | 64.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.024162338 |
| Minimum | -2.241 |
|---|---|
| Maximum | 1.746 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 77 |
| Negative (%) | 50.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -2.241 |
|---|---|
| 5-th percentile | -1.496 |
| Q1 | -0.5585 |
| median | 0 |
| Q3 | 0.442 |
| 95-th percentile | 1.3926 |
| Maximum | 1.746 |
| Range | 3.987 |
| Interquartile range (IQR) | 1.0005 |
Descriptive statistics
| Standard deviation | 0.88205733 |
|---|---|
| Coefficient of variation (CV) | -36.505463 |
| Kurtosis | -0.33114396 |
| Mean | -0.024162338 |
| Median Absolute Deviation (MAD) | 0.5495 |
| Skewness | -0.12532474 |
| Sum | -3.721 |
| Variance | 0.77802513 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1.496 | 7 | 4.5% |
| 0.367 | 6 | 3.9% |
| 0.088 | 5 | 3.2% |
| 0.106 | 5 | 3.2% |
| -0.192 | 4 | 2.6% |
| 0.926 | 3 | 1.9% |
| 0.032 | 3 | 1.9% |
| 1.243 | 3 | 1.9% |
| -0.453 | 3 | 1.9% |
| -0.173 | 3 | 1.9% |
| Other values (90) | 112 |
| Value | Count | Frequency (%) |
| -2.241 | 1 | 0.6% |
| -2.055 | 2 | 1.3% |
| -1.869 | 2 | 1.3% |
| -1.682 | 1 | 0.6% |
| -1.496 | 7 | |
| -1.494 | 1 | 0.6% |
| -1.31 | 1 | 0.6% |
| -1.308 | 1 | 0.6% |
| -1.123 | 1 | 0.6% |
| -0.993 | 2 | 1.3% |
| Value | Count | Frequency (%) |
| 1.746 | 1 | |
| 1.671 | 1 | |
| 1.541 | 1 | |
| 1.503 | 2 | |
| 1.485 | 1 | |
| 1.448 | 1 | |
| 1.429 | 1 | |
| 1.373 | 2 | |
| 1.336 | 1 | |
| 1.317 | 1 |
tem_aire
Real number (ℝ)
High correlation  Zeros 
| Distinct | 36 |
|---|---|
| Distinct (%) | 23.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15171429 |
| Minimum | -2.2 |
|---|---|
| Maximum | 2.4 |
| Zeros | 7 |
| Zeros (%) | 4.5% |
| Negative | 76 |
| Negative (%) | 49.4% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -2.2 |
|---|---|
| 5-th percentile | -1.4 |
| Q1 | -0.4 |
| median | 0 |
| Q3 | 0.6 |
| 95-th percentile | 2.04 |
| Maximum | 2.4 |
| Range | 4.6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.97852391 |
|---|---|
| Coefficient of variation (CV) | 6.4497809 |
| Kurtosis | -0.082644355 |
| Mean | 0.15171429 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 0.45626231 |
| Sum | 23.364 |
| Variance | 0.95750904 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.2 | 25 | |
| -0.4 | 15 | 9.7% |
| 0.2 | 13 | 8.4% |
| -0.6 | 12 | 7.8% |
| 0.4 | 9 | 5.8% |
| 0 | 7 | 4.5% |
| 1.4 | 6 | 3.9% |
| 1.66 | 5 | 3.2% |
| -1.4 | 5 | 3.2% |
| -1 | 5 | 3.2% |
| Other values (26) | 52 |
| Value | Count | Frequency (%) |
| -2.2 | 1 | 0.6% |
| -2 | 1 | 0.6% |
| -1.8 | 1 | 0.6% |
| -1.6 | 1 | 0.6% |
| -1.4 | 5 | |
| -1.2 | 3 | 1.9% |
| -1 | 5 | |
| -0.8 | 4 | 2.6% |
| -0.6 | 12 | |
| -0.54 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 2.4 | 5 | |
| 2.2 | 1 | 0.6% |
| 2.04 | 3 | |
| 2 | 1 | 0.6% |
| 1.66 | 5 | |
| 1.6 | 5 | |
| 1.44 | 2 | 1.3% |
| 1.4 | 6 | |
| 1.2 | 2 | 1.3% |
| 1 | 4 |
od
Real number (ℝ)
High correlation 
| Distinct | 149 |
|---|---|
| Distinct (%) | 96.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00038961039 |
| Minimum | -2.109 |
|---|---|
| Maximum | 3.578 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 77 |
| Negative (%) | 50.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -2.109 |
|---|---|
| 5-th percentile | -1.5016 |
| Q1 | -0.47525 |
| median | 0 |
| Q3 | 0.52475 |
| 95-th percentile | 1.3486 |
| Maximum | 3.578 |
| Range | 5.687 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.87679762 |
|---|---|
| Coefficient of variation (CV) | 2250.4472 |
| Kurtosis | 1.2621271 |
| Mean | 0.00038961039 |
| Median Absolute Deviation (MAD) | 0.5045 |
| Skewness | 0.21749126 |
| Sum | 0.06 |
| Variance | 0.76877407 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.461 | 2 | 1.3% |
| 0.08 | 2 | 1.3% |
| 0.74 | 2 | 1.3% |
| -0.817 | 2 | 1.3% |
| 0.36 | 2 | 1.3% |
| -1.074 | 1 | 0.6% |
| -1.733 | 1 | 0.6% |
| -0.151 | 1 | 0.6% |
| -0.747 | 1 | 0.6% |
| -0.958 | 1 | 0.6% |
| Other values (139) | 139 |
| Value | Count | Frequency (%) |
| -2.109 | 1 | |
| -2.079 | 1 | |
| -1.892 | 1 | |
| -1.855 | 1 | |
| -1.77 | 1 | |
| -1.733 | 1 | |
| -1.634 | 1 | |
| -1.512 | 1 | |
| -1.496 | 1 | |
| -1.486 | 1 |
| Value | Count | Frequency (%) |
| 3.578 | 1 | |
| 2.006 | 1 | |
| 1.778 | 1 | |
| 1.729 | 1 | |
| 1.669 | 1 | |
| 1.415 | 1 | |
| 1.406 | 1 | |
| 1.359 | 1 | |
| 1.343 | 1 | |
| 1.267 | 1 |
ph
Real number (ℝ)
High correlation 
| Distinct | 114 |
|---|---|
| Distinct (%) | 74.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.061116883 |
| Minimum | -3.006 |
|---|---|
| Maximum | 2.935 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 77 |
| Negative (%) | 50.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -3.006 |
|---|---|
| 5-th percentile | -1.16 |
| Q1 | -0.46725 |
| median | 0 |
| Q3 | 0.533 |
| 95-th percentile | 1.5114 |
| Maximum | 2.935 |
| Range | 5.941 |
| Interquartile range (IQR) | 1.00025 |
Descriptive statistics
| Standard deviation | 0.81203748 |
|---|---|
| Coefficient of variation (CV) | 13.286631 |
| Kurtosis | 2.3338254 |
| Mean | 0.061116883 |
| Median Absolute Deviation (MAD) | 0.4825 |
| Skewness | 0.41910283 |
| Sum | 9.412 |
| Variance | 0.65940488 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.166 | 7 | 4.5% |
| 0.047 | 4 | 2.6% |
| 0.071 | 4 | 2.6% |
| -0.047 | 3 | 1.9% |
| -0.284 | 3 | 1.9% |
| 0.26 | 3 | 1.9% |
| 0.154 | 3 | 1.9% |
| 0.568 | 3 | 1.9% |
| 0.308 | 3 | 1.9% |
| 0.533 | 3 | 1.9% |
| Other values (104) | 118 |
| Value | Count | Frequency (%) |
| -3.006 | 1 | |
| -1.586 | 1 | |
| -1.385 | 1 | |
| -1.361 | 1 | |
| -1.254 | 1 | |
| -1.195 | 1 | |
| -1.183 | 1 | |
| -1.16 | 2 | |
| -1.124 | 1 | |
| -1.041 | 1 |
| Value | Count | Frequency (%) |
| 2.935 | 1 | |
| 2.888 | 1 | |
| 2.189 | 1 | |
| 1.929 | 1 | |
| 1.917 | 1 | |
| 1.74 | 1 | |
| 1.669 | 1 | |
| 1.527 | 1 | |
| 1.503 | 1 | |
| 1.278 | 1 |
olores
Boolean
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | 12 |
| Value | Count | Frequency (%) |
| False | 142 | |
| True | 12 | 7.8% |
color
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | 13 |
| Value | Count | Frequency (%) |
| False | 141 | |
| True | 13 | 8.4% |
espumas
Boolean
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | 5 |
| Value | Count | Frequency (%) |
| False | 149 | |
| True | 5 | 3.2% |
| Value | Count | Frequency (%) |
| False | 127 | |
| True | 27 | 17.5% |
colif_fecales_ufc_100ml
Real number (ℝ)
High correlation 
| Distinct | 83 |
|---|---|
| Distinct (%) | 53.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2653896 |
| Minimum | -0.105 |
|---|---|
| Maximum | 115.595 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 77 |
| Negative (%) | 50.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -0.105 |
|---|---|
| 5-th percentile | -0.10005 |
| Q1 | -0.074 |
| median | 0 |
| Q3 | 0.92525 |
| 95-th percentile | 7.42725 |
| Maximum | 115.595 |
| Range | 115.7 |
| Interquartile range (IQR) | 0.99925 |
Descriptive statistics
| Standard deviation | 10.470686 |
|---|---|
| Coefficient of variation (CV) | 4.6220245 |
| Kurtosis | 92.357265 |
| Mean | 2.2653896 |
| Median Absolute Deviation (MAD) | 0.0915 |
| Skewness | 8.9943862 |
| Sum | 348.87 |
| Variance | 109.63527 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.444 | 6 | 3.9% |
| -0.08 | 5 | 3.2% |
| -0.058 | 5 | 3.2% |
| -0.069 | 5 | 3.2% |
| -0.072 | 4 | 2.6% |
| -0.025 | 4 | 2.6% |
| -0.083 | 4 | 2.6% |
| 0.994 | 4 | 2.6% |
| 0.058 | 3 | 1.9% |
| -0.074 | 3 | 1.9% |
| Other values (73) | 111 |
| Value | Count | Frequency (%) |
| -0.105 | 2 | |
| -0.104 | 2 | |
| -0.103 | 2 | |
| -0.102 | 2 | |
| -0.099 | 2 | |
| -0.098 | 1 | 0.6% |
| -0.096 | 3 | |
| -0.094 | 1 | 0.6% |
| -0.092 | 1 | 0.6% |
| -0.091 | 3 |
| Value | Count | Frequency (%) |
| 115.595 | 1 | |
| 43.97 | 1 | |
| 29.369 | 1 | |
| 20.278 | 1 | |
| 19.176 | 1 | |
| 11.463 | 1 | |
| 10.912 | 1 | |
| 7.606 | 1 | |
| 7.331 | 1 | |
| 6.504 | 1 |
escher_coli_ufc_100ml
Real number (ℝ)
| Distinct | 77 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3622662 |
| Minimum | -0.222 |
|---|---|
| Maximum | 95.016 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 77 |
| Negative (%) | 50.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -0.222 |
|---|---|
| 5-th percentile | -0.21835 |
| Q1 | -0.159 |
| median | 0 |
| Q3 | 0.84125 |
| 95-th percentile | 7.9304 |
| Maximum | 95.016 |
| Range | 95.238 |
| Interquartile range (IQR) | 1.00025 |
Descriptive statistics
| Standard deviation | 9.531084 |
|---|---|
| Coefficient of variation (CV) | 4.0347205 |
| Kurtosis | 63.204771 |
| Mean | 2.3622662 |
| Median Absolute Deviation (MAD) | 0.2105 |
| Skewness | 7.3356541 |
| Sum | 363.789 |
| Variance | 90.841563 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.159 | 17 | 11.0% |
| -0.095 | 15 | 9.7% |
| -0.032 | 6 | 3.9% |
| 0.159 | 5 | 3.2% |
| 0.095 | 4 | 2.6% |
| -0.218 | 4 | 2.6% |
| -0.22 | 4 | 2.6% |
| 0.413 | 4 | 2.6% |
| 6.127 | 4 | 2.6% |
| 1.048 | 3 | 1.9% |
| Other values (67) | 88 |
| Value | Count | Frequency (%) |
| -0.222 | 1 | 0.6% |
| -0.221 | 2 | |
| -0.22 | 4 | |
| -0.219 | 1 | 0.6% |
| -0.218 | 4 | |
| -0.217 | 1 | 0.6% |
| -0.214 | 1 | 0.6% |
| -0.213 | 1 | 0.6% |
| -0.212 | 1 | 0.6% |
| -0.211 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 95.016 | 1 | |
| 50.571 | 1 | |
| 31.524 | 1 | |
| 27.714 | 1 | |
| 22 | 1 | |
| 17.556 | 1 | |
| 9.302 | 1 | |
| 8.921 | 1 | |
| 7.397 | 1 | |
| 7.079 | 1 |
enteroc_ufc_100ml
Real number (ℝ)
High correlation  Zeros 
| Distinct | 85 |
|---|---|
| Distinct (%) | 55.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0457403 |
| Minimum | -0.483 |
|---|---|
| Maximum | 44.858 |
| Zeros | 6 |
| Zeros (%) | 3.9% |
| Negative | 75 |
| Negative (%) | 48.7% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -0.483 |
|---|---|
| 5-th percentile | -0.478 |
| Q1 | -0.405 |
| median | 0 |
| Q3 | 0.595 |
| 95-th percentile | 4.01625 |
| Maximum | 44.858 |
| Range | 45.341 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 4.8575433 |
|---|---|
| Coefficient of variation (CV) | 4.6450763 |
| Kurtosis | 54.448373 |
| Mean | 1.0457403 |
| Median Absolute Deviation (MAD) | 0.437 |
| Skewness | 6.980367 |
| Sum | 161.044 |
| Variance | 23.595727 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.324 | 7 | 4.5% |
| -0.47 | 6 | 3.9% |
| 0 | 6 | 3.9% |
| -0.405 | 6 | 3.9% |
| -0.453 | 5 | 3.2% |
| 1.943 | 5 | 3.2% |
| -0.483 | 5 | 3.2% |
| -0.437 | 4 | 2.6% |
| 1.296 | 3 | 1.9% |
| -0.356 | 3 | 1.9% |
| Other values (75) | 104 |
| Value | Count | Frequency (%) |
| -0.483 | 5 | |
| -0.481 | 1 | 0.6% |
| -0.479 | 1 | 0.6% |
| -0.478 | 2 | 1.3% |
| -0.471 | 1 | 0.6% |
| -0.47 | 6 | |
| -0.468 | 1 | 0.6% |
| -0.453 | 5 | |
| -0.447 | 1 | 0.6% |
| -0.442 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 44.858 | 1 | |
| 31.903 | 1 | |
| 18.947 | 1 | |
| 11.66 | 1 | |
| 7.611 | 1 | |
| 6.316 | 1 | |
| 5.992 | 1 | |
| 4.858 | 1 | |
| 3.563 | 1 | |
| 3.077 | 1 |
nitrato_mg_l
Real number (ℝ)
High correlation 
| Distinct | 84 |
|---|---|
| Distinct (%) | 54.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.20768182 |
| Minimum | -0.739 |
|---|---|
| Maximum | 3.202 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 77 |
| Negative (%) | 50.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -0.739 |
|---|---|
| 5-th percentile | -0.719 |
| Q1 | -0.404 |
| median | 0 |
| Q3 | 0.596 |
| 95-th percentile | 1.56065 |
| Maximum | 3.202 |
| Range | 3.941 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.79958039 |
|---|---|
| Coefficient of variation (CV) | 3.8500259 |
| Kurtosis | 1.0478327 |
| Mean | 0.20768182 |
| Median Absolute Deviation (MAD) | 0.4925 |
| Skewness | 1.1217706 |
| Sum | 31.983 |
| Variance | 0.63932879 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.719 | 6 | 3.9% |
| -0.463 | 5 | 3.2% |
| -0.739 | 4 | 2.6% |
| -0.108 | 4 | 2.6% |
| -0.345 | 4 | 2.6% |
| -0.384 | 4 | 2.6% |
| 0.049 | 4 | 2.6% |
| -0.542 | 3 | 1.9% |
| -0.089 | 3 | 1.9% |
| -0.01 | 3 | 1.9% |
| Other values (74) | 114 |
| Value | Count | Frequency (%) |
| -0.739 | 4 | |
| -0.719 | 6 | |
| -0.7 | 2 | 1.3% |
| -0.68 | 1 | 0.6% |
| -0.64 | 1 | 0.6% |
| -0.621 | 1 | 0.6% |
| -0.601 | 3 | |
| -0.581 | 3 | |
| -0.562 | 2 | 1.3% |
| -0.542 | 3 |
| Value | Count | Frequency (%) |
| 3.202 | 1 | |
| 2.946 | 1 | |
| 2.118 | 1 | |
| 2.099 | 1 | |
| 2.079 | 1 | |
| 1.803 | 1 | |
| 1.724 | 1 | |
| 1.586 | 1 | |
| 1.547 | 1 | |
| 1.507 | 2 |
nh4_mg_l
Real number (ℝ)
| Distinct | 83 |
|---|---|
| Distinct (%) | 53.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.82104545 |
| Minimum | -0.382 |
|---|---|
| Maximum | 14.213 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 77 |
| Negative (%) | 50.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -0.382 |
|---|---|
| 5-th percentile | -0.382 |
| Q1 | -0.34825 |
| median | 0 |
| Q3 | 0.652 |
| 95-th percentile | 4.45445 |
| Maximum | 14.213 |
| Range | 14.595 |
| Interquartile range (IQR) | 1.00025 |
Descriptive statistics
| Standard deviation | 2.6199042 |
|---|---|
| Coefficient of variation (CV) | 3.1909369 |
| Kurtosis | 16.287198 |
| Mean | 0.82104545 |
| Median Absolute Deviation (MAD) | 0.375 |
| Skewness | 3.9375375 |
| Sum | 126.441 |
| Variance | 6.8638982 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.382 | 30 | 19.5% |
| 0.859 | 5 | 3.2% |
| -0.35 | 5 | 3.2% |
| -0.153 | 5 | 3.2% |
| 0.223 | 4 | 2.6% |
| 0.795 | 3 | 1.9% |
| -0.127 | 3 | 1.9% |
| 0.413 | 3 | 1.9% |
| 0.064 | 2 | 1.3% |
| 0.095 | 2 | 1.3% |
| Other values (73) | 92 |
| Value | Count | Frequency (%) |
| -0.382 | 30 | |
| -0.375 | 2 | 1.3% |
| -0.362 | 2 | 1.3% |
| -0.35 | 5 | 3.2% |
| -0.343 | 2 | 1.3% |
| -0.337 | 1 | 0.6% |
| -0.324 | 1 | 0.6% |
| -0.318 | 1 | 0.6% |
| -0.305 | 1 | 0.6% |
| -0.299 | 2 | 1.3% |
| Value | Count | Frequency (%) |
| 14.213 | 2 | |
| 13.577 | 2 | |
| 11.669 | 1 | |
| 7.218 | 1 | |
| 5.501 | 1 | |
| 4.992 | 1 | |
| 4.165 | 1 | |
| 4.102 | 1 | |
| 3.211 | 1 | |
| 3.148 | 1 |
p_total_l_mg_l
Real number (ℝ)
High correlation 
| Distinct | 77 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7031818 |
| Minimum | -0.927 |
|---|---|
| Maximum | 96.699 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 77 |
| Negative (%) | 50.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -0.927 |
|---|---|
| 5-th percentile | -0.8082 |
| Q1 | -0.39875 |
| median | 0 |
| Q3 | 0.602 |
| 95-th percentile | 3.08975 |
| Maximum | 96.699 |
| Range | 97.626 |
| Interquartile range (IQR) | 1.00075 |
Descriptive statistics
| Standard deviation | 11.108774 |
|---|---|
| Coefficient of variation (CV) | 6.5223653 |
| Kurtosis | 69.688959 |
| Mean | 1.7031818 |
| Median Absolute Deviation (MAD) | 0.472 |
| Skewness | 8.3081581 |
| Sum | 262.29 |
| Variance | 123.40486 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.179 | 8 | 5.2% |
| -0.504 | 6 | 3.9% |
| -0.472 | 5 | 3.2% |
| -0.341 | 4 | 2.6% |
| -0.374 | 4 | 2.6% |
| -0.927 | 4 | 2.6% |
| 0.049 | 4 | 2.6% |
| 2.65 | 4 | 2.6% |
| -0.081 | 4 | 2.6% |
| 0.602 | 3 | 1.9% |
| Other values (67) | 108 |
| Value | Count | Frequency (%) |
| -0.927 | 4 | |
| -0.894 | 1 | 0.6% |
| -0.862 | 1 | 0.6% |
| -0.829 | 2 | |
| -0.797 | 1 | 0.6% |
| -0.764 | 1 | 0.6% |
| -0.699 | 2 | |
| -0.667 | 2 | |
| -0.634 | 3 | |
| -0.602 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 96.699 | 2 | |
| 19.899 | 1 | 0.6% |
| 7.854 | 1 | 0.6% |
| 4.927 | 1 | 0.6% |
| 3.626 | 1 | 0.6% |
| 3.301 | 2 | |
| 2.976 | 2 | |
| 2.65 | 4 | |
| 2.325 | 1 | 0.6% |
| 2.195 | 1 | 0.6% |
fosf_ortofos_mg_l
Real number (ℝ)
High correlation  Zeros 
| Distinct | 62 |
|---|---|
| Distinct (%) | 40.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.31944805 |
| Minimum | -0.86 |
|---|---|
| Maximum | 8.486 |
| Zeros | 3 |
| Zeros (%) | 1.9% |
| Negative | 75 |
| Negative (%) | 48.7% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -0.86 |
|---|---|
| 5-th percentile | -0.7233 |
| Q1 | -0.374 |
| median | 0 |
| Q3 | 0.6265 |
| 95-th percentile | 2.2205 |
| Maximum | 8.486 |
| Range | 9.346 |
| Interquartile range (IQR) | 1.0005 |
Descriptive statistics
| Standard deviation | 1.1539417 |
|---|---|
| Coefficient of variation (CV) | 3.6122983 |
| Kurtosis | 16.93349 |
| Mean | 0.31944805 |
| Median Absolute Deviation (MAD) | 0.43 |
| Skewness | 3.2484274 |
| Sum | 49.195 |
| Variance | 1.3315813 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.037 | 7 | 4.5% |
| -0.486 | 7 | 4.5% |
| -0.224 | 7 | 4.5% |
| 0.785 | 6 | 3.9% |
| -0.075 | 6 | 3.9% |
| -0.561 | 5 | 3.2% |
| 0.224 | 5 | 3.2% |
| 0.262 | 5 | 3.2% |
| 0.075 | 4 | 2.6% |
| -0.336 | 4 | 2.6% |
| Other values (52) | 98 |
| Value | Count | Frequency (%) |
| -0.86 | 4 | |
| -0.822 | 2 | 1.3% |
| -0.785 | 1 | 0.6% |
| -0.748 | 1 | 0.6% |
| -0.71 | 1 | 0.6% |
| -0.673 | 3 | |
| -0.636 | 2 | 1.3% |
| -0.598 | 2 | 1.3% |
| -0.561 | 5 | |
| -0.523 | 3 |
| Value | Count | Frequency (%) |
| 8.486 | 1 | |
| 4 | 2 | |
| 3.626 | 1 | |
| 3.252 | 2 | |
| 2.505 | 1 | |
| 2.318 | 1 | |
| 2.168 | 1 | |
| 2.056 | 1 | |
| 1.981 | 2 | |
| 1.944 | 2 |
dbo_mg_l
Real number (ℝ)
High correlation  Zeros 
| Distinct | 71 |
|---|---|
| Distinct (%) | 46.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.18544156 |
| Minimum | -0.722 |
|---|---|
| Maximum | 8.615 |
| Zeros | 11 |
| Zeros (%) | 7.1% |
| Negative | 73 |
| Negative (%) | 47.4% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -0.722 |
|---|---|
| 5-th percentile | -0.722 |
| Q1 | -0.517 |
| median | 0 |
| Q3 | 0.48325 |
| 95-th percentile | 2.095 |
| Maximum | 8.615 |
| Range | 9.337 |
| Interquartile range (IQR) | 1.00025 |
Descriptive statistics
| Standard deviation | 1.0898607 |
|---|---|
| Coefficient of variation (CV) | 5.8771115 |
| Kurtosis | 23.372552 |
| Mean | 0.18544156 |
| Median Absolute Deviation (MAD) | 0.517 |
| Skewness | 3.7381599 |
| Sum | 28.558 |
| Variance | 1.1877964 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.698 | 16 | 10.4% |
| 0 | 11 | 7.1% |
| -0.722 | 10 | 6.5% |
| -0.517 | 10 | 6.5% |
| 1.63 | 5 | 3.2% |
| -0.233 | 4 | 2.6% |
| 0.056 | 4 | 2.6% |
| 0.349 | 4 | 2.6% |
| -0.512 | 3 | 1.9% |
| 2.095 | 3 | 1.9% |
| Other values (61) | 84 |
| Value | Count | Frequency (%) |
| -0.722 | 10 | |
| -0.698 | 16 | |
| -0.661 | 1 | 0.6% |
| -0.629 | 1 | 0.6% |
| -0.605 | 2 | 1.3% |
| -0.582 | 2 | 1.3% |
| -0.559 | 1 | 0.6% |
| -0.517 | 10 | |
| -0.512 | 3 | 1.9% |
| -0.475 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 8.615 | 1 | 0.6% |
| 3.725 | 1 | 0.6% |
| 3.027 | 2 | 1.3% |
| 2.561 | 1 | 0.6% |
| 2.328 | 1 | 0.6% |
| 2.095 | 3 | |
| 1.63 | 5 | |
| 1.397 | 3 | |
| 1.164 | 2 | 1.3% |
| 1.024 | 3 |
dqo_mg_l
Real number (ℝ)
High correlation  Zeros 
| Distinct | 48 |
|---|---|
| Distinct (%) | 31.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.63767532 |
| Minimum | -0.045 |
|---|---|
| Maximum | 6.742 |
| Zeros | 54 |
| Zeros (%) | 35.1% |
| Negative | 27 |
| Negative (%) | 17.5% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -0.045 |
|---|---|
| 5-th percentile | -0.045 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1.00025 |
| 95-th percentile | 2.49 |
| Maximum | 6.742 |
| Range | 6.787 |
| Interquartile range (IQR) | 1.00025 |
Descriptive statistics
| Standard deviation | 1.0551679 |
|---|---|
| Coefficient of variation (CV) | 1.6547102 |
| Kurtosis | 8.5824046 |
| Mean | 0.63767532 |
| Median Absolute Deviation (MAD) | 0.045 |
| Skewness | 2.47785 |
| Sum | 98.202 |
| Variance | 1.1133793 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 54 | |
| -0.045 | 27 | |
| 0.899 | 7 | 4.5% |
| 0.404 | 4 | 2.6% |
| 0.135 | 3 | 1.9% |
| 0.27 | 3 | 1.9% |
| 0.809 | 3 | 1.9% |
| 1.303 | 2 | 1.3% |
| 1.483 | 2 | 1.3% |
| 2.247 | 2 | 1.3% |
| Other values (38) | 47 |
| Value | Count | Frequency (%) |
| -0.045 | 27 | |
| 0 | 54 | |
| 0.045 | 1 | 0.6% |
| 0.09 | 2 | 1.3% |
| 0.135 | 3 | 1.9% |
| 0.18 | 2 | 1.3% |
| 0.225 | 1 | 0.6% |
| 0.27 | 3 | 1.9% |
| 0.315 | 1 | 0.6% |
| 0.404 | 4 | 2.6% |
| Value | Count | Frequency (%) |
| 6.742 | 1 | |
| 4.719 | 1 | |
| 4.494 | 1 | |
| 3.596 | 1 | |
| 2.876 | 1 | |
| 2.697 | 1 | |
| 2.652 | 1 | |
| 2.607 | 1 | |
| 2.427 | 1 | |
| 2.337 | 2 |
turbiedad_ntu
Real number (ℝ)
High correlation 
| Distinct | 60 |
|---|---|
| Distinct (%) | 39.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.24437013 |
| Minimum | -0.893 |
|---|---|
| Maximum | 3.661 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 77 |
| Negative (%) | 50.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -0.893 |
|---|---|
| 5-th percentile | -0.69125 |
| Q1 | -0.375 |
| median | 0 |
| Q3 | 0.625 |
| 95-th percentile | 2.054 |
| Maximum | 3.661 |
| Range | 4.554 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.86479331 |
|---|---|
| Coefficient of variation (CV) | 3.5388667 |
| Kurtosis | 1.4433274 |
| Mean | 0.24437013 |
| Median Absolute Deviation (MAD) | 0.411 |
| Skewness | 1.3035612 |
| Sum | 37.633 |
| Variance | 0.74786748 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.554 | 7 | 4.5% |
| -0.304 | 6 | 3.9% |
| 0.625 | 6 | 3.9% |
| -0.196 | 6 | 3.9% |
| 0.018 | 5 | 3.2% |
| -0.161 | 5 | 3.2% |
| 2.232 | 5 | 3.2% |
| 1.161 | 5 | 3.2% |
| -0.518 | 5 | 3.2% |
| -0.054 | 5 | 3.2% |
| Other values (50) | 99 |
| Value | Count | Frequency (%) |
| -0.893 | 1 | |
| -0.864 | 1 | |
| -0.836 | 1 | |
| -0.768 | 1 | |
| -0.764 | 1 | |
| -0.721 | 1 | |
| -0.714 | 2 | |
| -0.679 | 1 | |
| -0.675 | 1 | |
| -0.664 | 1 |
| Value | Count | Frequency (%) |
| 3.661 | 1 | 0.6% |
| 2.946 | 1 | 0.6% |
| 2.232 | 5 | |
| 2.054 | 2 | 1.3% |
| 2.018 | 1 | 0.6% |
| 1.875 | 2 | 1.3% |
| 1.696 | 3 | |
| 1.554 | 1 | 0.6% |
| 1.518 | 3 | |
| 1.411 | 1 | 0.6% |
cr_total_mg_l
Real number (ℝ)
Zeros 
| Distinct | 15 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5390974 |
| Minimum | 0 |
|---|---|
| Maximum | 11.995 |
| Zeros | 117 |
| Zeros (%) | 76.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5.995 |
| Maximum | 11.995 |
| Range | 11.995 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.9460273 |
|---|---|
| Coefficient of variation (CV) | 3.609788 |
| Kurtosis | 14.250176 |
| Mean | 0.5390974 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.7688678 |
| Sum | 83.021 |
| Variance | 3.7870223 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 117 | |
| 0.001 | 8 | 5.2% |
| 0.002 | 7 | 4.5% |
| 5.995 | 4 | 2.6% |
| 0.003 | 3 | 1.9% |
| 4.995 | 3 | 1.9% |
| 0.004 | 2 | 1.3% |
| 0.006 | 2 | 1.3% |
| 6.995 | 2 | 1.3% |
| 0.01 | 1 | 0.6% |
| Other values (5) | 5 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 117 | |
| 0.001 | 8 | 5.2% |
| 0.002 | 7 | 4.5% |
| 0.003 | 3 | 1.9% |
| 0.004 | 2 | 1.3% |
| 0.005 | 1 | 0.6% |
| 0.006 | 2 | 1.3% |
| 0.01 | 1 | 0.6% |
| 0.015 | 1 | 0.6% |
| 4.995 | 3 | 1.9% |
| Value | Count | Frequency (%) |
| 11.995 | 1 | 0.6% |
| 9.995 | 1 | 0.6% |
| 7.995 | 1 | 0.6% |
| 6.995 | 2 | |
| 5.995 | 4 | |
| 4.995 | 3 | |
| 0.015 | 1 | 0.6% |
| 0.01 | 1 | 0.6% |
| 0.006 | 2 | |
| 0.005 | 1 | 0.6% |
clorofila_a_ug_l
Real number (ℝ)
High correlation  Zeros 
| Distinct | 72 |
|---|---|
| Distinct (%) | 46.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.1923312 |
| Minimum | -0.235 |
|---|---|
| Maximum | 150.323 |
| Zeros | 74 |
| Zeros (%) | 48.1% |
| Negative | 24 |
| Negative (%) | 15.6% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -0.235 |
|---|---|
| 5-th percentile | -0.2287 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1.00025 |
| 95-th percentile | 35.36085 |
| Maximum | 150.323 |
| Range | 150.558 |
| Interquartile range (IQR) | 1.00025 |
Descriptive statistics
| Standard deviation | 19.273057 |
|---|---|
| Coefficient of variation (CV) | 3.1124074 |
| Kurtosis | 27.056059 |
| Mean | 6.1923312 |
| Median Absolute Deviation (MAD) | 0.041 |
| Skewness | 4.7769453 |
| Sum | 953.619 |
| Variance | 371.45074 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 74 | |
| -0.235 | 5 | 3.2% |
| -0.228 | 3 | 1.9% |
| 7.986 | 2 | 1.3% |
| -0.221 | 2 | 1.3% |
| -0.23 | 2 | 1.3% |
| 0.466 | 1 | 0.6% |
| 0.506 | 1 | 0.6% |
| 2.823 | 1 | 0.6% |
| 0.251 | 1 | 0.6% |
| Other values (62) | 62 |
| Value | Count | Frequency (%) |
| -0.235 | 5 | |
| -0.233 | 1 | 0.6% |
| -0.23 | 2 | 1.3% |
| -0.228 | 3 | |
| -0.225 | 1 | 0.6% |
| -0.223 | 1 | 0.6% |
| -0.221 | 2 | 1.3% |
| -0.218 | 1 | 0.6% |
| -0.216 | 1 | 0.6% |
| -0.211 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 150.323 | 1 | |
| 108.984 | 1 | |
| 84.087 | 1 | |
| 67.88 | 1 | |
| 58.485 | 1 | |
| 49.794 | 1 | |
| 45.802 | 1 | |
| 40.399 | 1 | |
| 32.648 | 1 | |
| 30.762 | 1 |
microcistina_ug_l
Real number (ℝ)
High correlation  Zeros 
| Distinct | 11 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.95405844 |
| Minimum | 0 |
|---|---|
| Maximum | 40.533 |
| Zeros | 109 |
| Zeros (%) | 70.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1.00025 |
| 95-th percentile | 1.333 |
| Maximum | 40.533 |
| Range | 40.533 |
| Interquartile range (IQR) | 1.00025 |
Descriptive statistics
| Standard deviation | 4.1773601 |
|---|---|
| Coefficient of variation (CV) | 4.3785159 |
| Kurtosis | 61.670451 |
| Mean | 0.95405844 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.5070257 |
| Sum | 146.925 |
| Variance | 17.450337 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 109 | |
| 1.333 | 31 | 20.1% |
| 0.267 | 4 | 2.6% |
| 1.067 | 2 | 1.3% |
| 22.667 | 2 | 1.3% |
| 6.667 | 1 | 0.6% |
| 0.533 | 1 | 0.6% |
| 4 | 1 | 0.6% |
| 40.533 | 1 | 0.6% |
| 0.8 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 109 | |
| 0.267 | 4 | 2.6% |
| 0.533 | 1 | 0.6% |
| 0.8 | 1 | 0.6% |
| 1.067 | 2 | 1.3% |
| 1.333 | 31 | 20.1% |
| 4 | 1 | 0.6% |
| 4.533 | 1 | 0.6% |
| 6.667 | 1 | 0.6% |
| 22.667 | 2 | 1.3% |
| Value | Count | Frequency (%) |
| 40.533 | 1 | 0.6% |
| 22.667 | 2 | 1.3% |
| 6.667 | 1 | 0.6% |
| 4.533 | 1 | 0.6% |
| 4 | 1 | 0.6% |
| 1.333 | 31 | |
| 1.067 | 2 | 1.3% |
| 0.8 | 1 | 0.6% |
| 0.533 | 1 | 0.6% |
| 0.267 | 4 | 2.6% |
ica
Real number (ℝ)
High correlation  Zeros 
| Distinct | 38 |
|---|---|
| Distinct (%) | 24.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1725974 |
| Minimum | -1.583 |
|---|---|
| Maximum | 2.833 |
| Zeros | 10 |
| Zeros (%) | 6.5% |
| Negative | 73 |
| Negative (%) | 47.4% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | -1.583 |
|---|---|
| 5-th percentile | -0.75 |
| Q1 | -0.333 |
| median | 0 |
| Q3 | 0.667 |
| 95-th percentile | 1.44605 |
| Maximum | 2.833 |
| Range | 4.416 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7457027 |
|---|---|
| Coefficient of variation (CV) | 4.3204746 |
| Kurtosis | 0.32516167 |
| Mean | 0.1725974 |
| Median Absolute Deviation (MAD) | 0.417 |
| Skewness | 0.65748332 |
| Sum | 26.58 |
| Variance | 0.55607252 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.167 | 13 | 8.4% |
| 0 | 10 | 6.5% |
| -0.417 | 10 | 6.5% |
| -0.5 | 9 | 5.8% |
| -0.333 | 8 | 5.2% |
| 0.333 | 7 | 4.5% |
| -0.083 | 7 | 4.5% |
| -0.25 | 7 | 4.5% |
| 0.25 | 7 | 4.5% |
| 1.083 | 6 | 3.9% |
| Other values (28) | 70 |
| Value | Count | Frequency (%) |
| -1.583 | 1 | 0.6% |
| -1.417 | 1 | 0.6% |
| -1.083 | 2 | 1.3% |
| -0.917 | 1 | 0.6% |
| -0.833 | 2 | 1.3% |
| -0.75 | 4 | 2.6% |
| -0.667 | 3 | 1.9% |
| -0.583 | 5 | |
| -0.5 | 9 | |
| -0.417 | 10 |
| Value | Count | Frequency (%) |
| 2.833 | 1 | 0.6% |
| 2.083 | 1 | 0.6% |
| 1.833 | 1 | 0.6% |
| 1.667 | 1 | 0.6% |
| 1.583 | 2 | 1.3% |
| 1.5 | 2 | 1.3% |
| 1.417 | 5 | |
| 1.333 | 4 | |
| 1.25 | 1 | 0.6% |
| 1.167 | 2 | 1.3% |
campaña_Primavera
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 117 | |
| True | 37 | 24.0% |
campaña_Verano
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 115 | |
| True | 39 | 25.3% |
campaña_invierno
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 117 | |
| True | 37 | 24.0% |
campaña_otoño
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 113 | |
| True | 41 | 26.6% |
Cluster
Categorical
High correlation  Imbalance 
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 KiB |
| 1 | |
|---|---|
| 3 | 8 |
| 0 | 3 |
| 2 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 142 | |
| 3 | 8 | 5.2% |
| 0 | 3 | 1.9% |
| 2 | 1 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 142 | |
| 3 | 8 | 5.2% |
| 0 | 3 | 1.9% |
| 2 | 1 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 142 | |
| 3 | 8 | 5.2% |
| 0 | 3 | 1.9% |
| 2 | 1 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 154 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 142 | |
| 3 | 8 | 5.2% |
| 0 | 3 | 1.9% |
| 2 | 1 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 154 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 142 | |
| 3 | 8 | 5.2% |
| 0 | 3 | 1.9% |
| 2 | 1 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 154 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 142 | |
| 3 | 8 | 5.2% |
| 0 | 3 | 1.9% |
| 2 | 1 | 0.6% |
Interactions
Correlations
| Cluster | campaña_Primavera | campaña_Verano | campaña_invierno | campaña_otoño | clorofila_a_ug_l | colif_fecales_ufc_100ml | color | cr_total_mg_l | dbo_mg_l | dqo_mg_l | enteroc_ufc_100ml | escher_coli_ufc_100ml | espumas | fosf_ortofos_mg_l | ica | mat_susp | microcistina_ug_l | nh4_mg_l | nitrato_mg_l | od | olores | p_total_l_mg_l | ph | tem_agua | tem_aire | turbiedad_ntu | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cluster | 1.000 | 0.136 | 0.095 | 0.427 | 0.057 | 0.510 | 0.560 | 0.269 | 0.000 | 0.580 | 0.000 | 0.439 | 0.439 | 0.198 | 0.626 | 0.094 | 0.125 | 0.000 | 0.356 | 0.085 | 0.095 | 0.282 | 0.562 | 0.000 | 0.213 | 0.000 | 0.000 |
| campaña_Primavera | 0.136 | 1.000 | 0.300 | 0.288 | 0.312 | 0.000 | 0.000 | 0.037 | 0.427 | 0.111 | 0.227 | 0.000 | 0.017 | 0.000 | 0.104 | 0.206 | 0.000 | 0.000 | 0.000 | 0.294 | 0.163 | 0.109 | 0.175 | 0.000 | 0.471 | 0.443 | 0.318 |
| campaña_Verano | 0.095 | 0.300 | 1.000 | 0.300 | 0.325 | 0.000 | 0.000 | 0.212 | 0.000 | 0.000 | 0.225 | 0.102 | 0.000 | 0.000 | 0.000 | 0.331 | 0.000 | 0.161 | 0.000 | 0.179 | 0.000 | 0.000 | 0.000 | 0.150 | 0.865 | 0.764 | 0.149 |
| campaña_invierno | 0.427 | 0.288 | 0.300 | 1.000 | 0.312 | 0.517 | 0.284 | 0.000 | 0.000 | 0.288 | 0.192 | 0.000 | 0.000 | 0.000 | 0.261 | 0.414 | 0.000 | 0.000 | 0.493 | 0.501 | 0.013 | 0.043 | 0.000 | 0.120 | 0.697 | 0.324 | 0.232 |
| campaña_otoño | 0.057 | 0.312 | 0.325 | 0.312 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.775 | 0.000 | 0.285 | 0.000 | 0.000 | 0.021 | 0.000 | 0.088 | 0.000 | 0.315 | 0.150 | 0.000 | 0.098 | 0.147 | 0.497 | 0.275 | 0.528 |
| clorofila_a_ug_l | 0.510 | 0.000 | 0.000 | 0.517 | 0.000 | 1.000 | 0.106 | 0.000 | -0.030 | 0.211 | -0.119 | -0.290 | -0.366 | 0.000 | 0.164 | -0.236 | 0.000 | 0.196 | 0.020 | 0.369 | 0.191 | 0.000 | 0.142 | 0.295 | -0.239 | -0.045 | -0.085 |
| colif_fecales_ufc_100ml | 0.560 | 0.000 | 0.000 | 0.284 | 0.000 | 0.106 | 1.000 | 0.070 | 0.215 | 0.354 | 0.216 | 0.272 | 0.225 | 0.257 | 0.330 | -0.604 | 0.131 | -0.259 | 0.375 | 0.230 | -0.320 | 0.293 | 0.367 | -0.170 | -0.318 | 0.080 | -0.153 |
| color | 0.269 | 0.037 | 0.212 | 0.000 | 0.000 | 0.000 | 0.070 | 1.000 | 0.000 | 0.000 | 0.000 | 0.431 | 0.336 | 0.399 | 0.260 | 0.363 | 0.247 | 0.107 | 0.354 | 0.000 | 0.274 | 0.473 | 0.130 | 0.259 | 0.300 | 0.181 | 0.000 |
| cr_total_mg_l | 0.000 | 0.427 | 0.000 | 0.000 | 0.000 | -0.030 | 0.215 | 0.000 | 1.000 | 0.192 | 0.201 | -0.005 | 0.114 | 0.000 | 0.301 | -0.352 | 0.000 | -0.293 | 0.113 | -0.037 | -0.001 | 0.000 | 0.398 | -0.013 | -0.203 | -0.227 | 0.166 |
| dbo_mg_l | 0.580 | 0.111 | 0.000 | 0.288 | 0.000 | 0.211 | 0.354 | 0.000 | 0.192 | 1.000 | -0.021 | -0.012 | 0.085 | 0.194 | 0.449 | -0.373 | 0.000 | -0.053 | 0.321 | 0.072 | 0.029 | 0.372 | 0.449 | 0.204 | -0.114 | -0.056 | -0.305 |
| dqo_mg_l | 0.000 | 0.227 | 0.225 | 0.192 | 0.775 | -0.119 | 0.216 | 0.000 | 0.201 | -0.021 | 1.000 | 0.172 | 0.256 | 0.000 | 0.010 | -0.183 | 0.000 | -0.372 | -0.091 | 0.183 | 0.032 | 0.000 | 0.121 | 0.007 | -0.302 | -0.246 | 0.331 |
| enteroc_ufc_100ml | 0.439 | 0.000 | 0.102 | 0.000 | 0.000 | -0.290 | 0.272 | 0.431 | -0.005 | -0.012 | 0.172 | 1.000 | 0.478 | 0.602 | -0.043 | -0.141 | 0.289 | 0.079 | 0.005 | -0.033 | -0.266 | 0.355 | 0.054 | -0.094 | 0.103 | 0.160 | 0.032 |
| escher_coli_ufc_100ml | 0.439 | 0.017 | 0.000 | 0.000 | 0.285 | -0.366 | 0.225 | 0.336 | 0.114 | 0.085 | 0.256 | 0.478 | 1.000 | 0.405 | -0.033 | -0.066 | 0.208 | -0.123 | 0.023 | -0.116 | -0.240 | 0.219 | 0.151 | -0.092 | 0.130 | -0.011 | 0.068 |
| espumas | 0.198 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.257 | 0.399 | 0.000 | 0.194 | 0.000 | 0.602 | 0.405 | 1.000 | 0.378 | 0.338 | 0.240 | 0.000 | 0.461 | 0.000 | 0.000 | 0.419 | 0.000 | 0.167 | 0.213 | 0.000 | 0.000 |
| fosf_ortofos_mg_l | 0.626 | 0.104 | 0.000 | 0.261 | 0.000 | 0.164 | 0.330 | 0.260 | 0.301 | 0.449 | 0.010 | -0.043 | -0.033 | 0.378 | 1.000 | -0.503 | 0.000 | 0.158 | 0.306 | 0.039 | -0.214 | 0.421 | 0.776 | 0.137 | -0.057 | 0.055 | -0.404 |
| ica | 0.094 | 0.206 | 0.331 | 0.414 | 0.021 | -0.236 | -0.604 | 0.363 | -0.352 | -0.373 | -0.183 | -0.141 | -0.066 | 0.338 | -0.503 | 1.000 | 0.270 | 0.210 | -0.493 | -0.156 | 0.256 | 0.560 | -0.575 | -0.007 | 0.334 | 0.049 | 0.277 |
| mat_susp | 0.125 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.131 | 0.247 | 0.000 | 0.000 | 0.000 | 0.289 | 0.208 | 0.240 | 0.000 | 0.270 | 1.000 | 0.000 | 0.152 | 0.000 | 0.271 | 0.269 | 0.000 | 0.214 | 0.307 | 0.254 | 0.000 |
| microcistina_ug_l | 0.000 | 0.000 | 0.161 | 0.000 | 0.088 | 0.196 | -0.259 | 0.107 | -0.293 | -0.053 | -0.372 | 0.079 | -0.123 | 0.000 | 0.158 | 0.210 | 0.000 | 1.000 | -0.306 | -0.101 | -0.108 | 0.000 | 0.040 | 0.062 | 0.604 | 0.555 | -0.079 |
| nh4_mg_l | 0.356 | 0.000 | 0.000 | 0.493 | 0.000 | 0.020 | 0.375 | 0.354 | 0.113 | 0.321 | -0.091 | 0.005 | 0.023 | 0.461 | 0.306 | -0.493 | 0.152 | -0.306 | 1.000 | -0.076 | -0.268 | 0.384 | 0.330 | -0.150 | -0.233 | -0.122 | -0.471 |
| nitrato_mg_l | 0.085 | 0.294 | 0.179 | 0.501 | 0.315 | 0.369 | 0.230 | 0.000 | -0.037 | 0.072 | 0.183 | -0.033 | -0.116 | 0.000 | 0.039 | -0.156 | 0.000 | -0.101 | -0.076 | 1.000 | 0.136 | 0.000 | 0.022 | 0.149 | -0.242 | 0.039 | -0.029 |
| od | 0.095 | 0.163 | 0.000 | 0.013 | 0.150 | 0.191 | -0.320 | 0.274 | -0.001 | 0.029 | 0.032 | -0.266 | -0.240 | 0.000 | -0.214 | 0.256 | 0.271 | -0.108 | -0.268 | 0.136 | 1.000 | 0.102 | -0.233 | 0.587 | -0.224 | -0.137 | 0.260 |
| olores | 0.282 | 0.109 | 0.000 | 0.043 | 0.000 | 0.000 | 0.293 | 0.473 | 0.000 | 0.372 | 0.000 | 0.355 | 0.219 | 0.419 | 0.421 | 0.560 | 0.269 | 0.000 | 0.384 | 0.000 | 0.102 | 1.000 | 0.000 | 0.262 | 0.000 | 0.000 | 0.151 |
| p_total_l_mg_l | 0.562 | 0.175 | 0.000 | 0.000 | 0.098 | 0.142 | 0.367 | 0.130 | 0.398 | 0.449 | 0.121 | 0.054 | 0.151 | 0.000 | 0.776 | -0.575 | 0.000 | 0.040 | 0.330 | 0.022 | -0.233 | 0.000 | 1.000 | 0.107 | -0.073 | -0.011 | -0.303 |
| ph | 0.000 | 0.000 | 0.150 | 0.120 | 0.147 | 0.295 | -0.170 | 0.259 | -0.013 | 0.204 | 0.007 | -0.094 | -0.092 | 0.167 | 0.137 | -0.007 | 0.214 | 0.062 | -0.150 | 0.149 | 0.587 | 0.262 | 0.107 | 1.000 | -0.207 | -0.199 | 0.017 |
| tem_agua | 0.213 | 0.471 | 0.865 | 0.697 | 0.497 | -0.239 | -0.318 | 0.300 | -0.203 | -0.114 | -0.302 | 0.103 | 0.130 | 0.213 | -0.057 | 0.334 | 0.307 | 0.604 | -0.233 | -0.242 | -0.224 | 0.000 | -0.073 | -0.207 | 1.000 | 0.653 | -0.017 |
| tem_aire | 0.000 | 0.443 | 0.764 | 0.324 | 0.275 | -0.045 | 0.080 | 0.181 | -0.227 | -0.056 | -0.246 | 0.160 | -0.011 | 0.000 | 0.055 | 0.049 | 0.254 | 0.555 | -0.122 | 0.039 | -0.137 | 0.000 | -0.011 | -0.199 | 0.653 | 1.000 | -0.061 |
| turbiedad_ntu | 0.000 | 0.318 | 0.149 | 0.232 | 0.528 | -0.085 | -0.153 | 0.000 | 0.166 | -0.305 | 0.331 | 0.032 | 0.068 | 0.000 | -0.404 | 0.277 | 0.000 | -0.079 | -0.471 | -0.029 | 0.260 | 0.151 | -0.303 | 0.017 | -0.017 | -0.061 | 1.000 |
Missing values
Sample
| tem_agua | tem_aire | od | ph | olores | color | espumas | mat_susp | colif_fecales_ufc_100ml | escher_coli_ufc_100ml | enteroc_ufc_100ml | nitrato_mg_l | nh4_mg_l | p_total_l_mg_l | fosf_ortofos_mg_l | dbo_mg_l | dqo_mg_l | turbiedad_ntu | cr_total_mg_l | clorofila_a_ug_l | microcistina_ug_l | ica | campaña_Primavera | campaña_Verano | campaña_invierno | campaña_otoño | Cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.205 | 1.66 | -0.480 | -1.160 | False | False | False | True | -0.047 | -0.159 | -0.275 | -0.542 | -0.146 | -0.504 | -0.673 | 0.279 | -0.045 | 2.232 | 0.0 | 0.0 | 1.333 | 1.083 | False | True | False | False | 1 |
| 1 | 1.373 | 1.66 | -1.486 | -1.160 | True | True | False | False | -0.074 | -0.095 | 0.162 | -0.463 | -0.089 | 0.081 | 0.075 | 0.186 | -0.045 | 0.232 | 0.0 | 0.0 | 1.333 | 0.000 | False | True | False | False | 1 |
| 2 | 1.224 | 1.66 | -1.258 | -1.124 | False | True | False | False | -0.058 | -0.095 | 0.453 | 0.167 | -0.382 | 0.667 | 0.785 | -0.722 | -0.045 | -0.375 | 0.0 | 0.0 | 1.333 | 0.250 | False | True | False | False | 1 |
| 3 | 1.336 | 1.66 | -1.496 | -0.107 | True | True | False | False | -0.069 | -0.159 | 0.000 | 0.345 | 0.223 | -0.016 | 0.262 | 0.186 | -0.045 | -0.161 | 0.0 | 0.0 | 1.333 | 0.333 | False | True | False | False | 1 |
| 4 | 1.131 | 1.00 | -1.892 | -1.361 | False | True | False | True | -0.077 | -0.159 | 0.113 | 0.621 | -0.382 | 0.537 | 0.785 | -0.559 | 1.303 | -0.339 | 0.0 | 0.0 | 1.333 | 0.167 | False | True | False | False | 1 |
| 5 | 1.280 | 1.66 | -1.074 | -1.195 | False | False | False | True | -0.019 | -0.095 | 0.729 | -0.246 | 1.812 | 2.325 | 2.168 | -0.256 | 4.494 | -0.664 | 0.0 | 0.0 | 1.333 | -0.167 | False | True | False | False | 1 |
| 6 | 1.205 | 1.00 | -1.733 | -1.183 | False | True | False | True | 0.388 | 0.730 | -0.324 | -0.010 | 0.859 | 1.122 | 1.009 | -0.349 | 0.539 | -0.554 | 0.0 | 0.0 | 6.667 | -0.583 | False | True | False | False | 1 |
| 7 | 1.205 | 1.20 | -0.151 | -1.254 | False | True | False | False | -0.080 | -0.095 | 1.457 | -0.502 | -0.382 | -0.699 | -0.636 | 0.116 | 1.753 | 2.232 | 0.0 | 0.0 | 1.333 | 0.333 | False | True | False | False | 1 |
| 8 | 1.000 | 1.20 | -0.747 | -0.923 | False | False | False | False | -0.096 | -0.159 | -0.130 | -0.739 | -0.350 | -0.569 | -0.523 | -0.722 | -0.045 | 0.411 | 0.0 | 0.0 | 1.333 | 1.333 | False | True | False | False | 1 |
| 9 | 0.646 | 1.60 | -0.958 | -1.041 | False | False | False | True | -0.047 | -0.159 | -0.049 | -0.049 | -0.382 | -0.341 | 0.224 | -0.722 | -0.045 | 0.018 | 0.0 | 0.0 | 1.333 | 0.750 | False | True | False | False | 1 |
| tem_agua | tem_aire | od | ph | olores | color | espumas | mat_susp | colif_fecales_ufc_100ml | escher_coli_ufc_100ml | enteroc_ufc_100ml | nitrato_mg_l | nh4_mg_l | p_total_l_mg_l | fosf_ortofos_mg_l | dbo_mg_l | dqo_mg_l | turbiedad_ntu | cr_total_mg_l | clorofila_a_ug_l | microcistina_ug_l | ica | campaña_Primavera | campaña_Verano | campaña_invierno | campaña_otoño | Cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | -0.102 | -1.0 | 0.626 | 0.414 | False | False | False | False | -0.103 | -0.159 | -0.437 | 0.108 | -0.324 | 0.699 | 0.187 | -0.517 | 1.888 | 0.411 | 9.995 | 1.508 | 0.000 | -0.083 | True | False | False | False | 1 |
| 159 | -0.378 | -1.6 | 1.415 | 1.929 | False | False | False | False | -0.102 | -0.171 | -0.340 | 0.049 | -0.318 | -0.081 | -0.449 | -0.517 | 0.135 | 0.125 | 0.000 | 0.622 | 1.067 | -0.333 | True | False | False | False | 1 |
| 160 | -0.155 | -1.8 | 0.535 | 0.651 | False | False | False | False | -0.105 | -0.200 | -0.405 | 0.010 | -0.153 | -0.309 | -0.374 | -0.517 | 0.719 | -0.054 | 0.000 | 0.456 | 0.000 | -0.083 | True | False | False | False | 1 |
| 161 | -0.006 | -2.2 | 0.199 | 0.391 | False | False | False | False | -0.085 | 0.222 | -0.130 | -0.049 | 1.049 | -0.081 | -0.374 | -0.233 | 0.000 | -0.161 | 0.000 | 0.157 | 0.000 | -0.417 | True | False | False | False | 1 |
| 162 | -0.173 | -2.0 | 0.733 | 0.604 | False | False | False | False | -0.104 | -0.203 | -0.413 | 0.089 | -0.159 | -0.472 | -0.336 | -0.517 | 0.000 | 0.411 | 0.000 | -0.221 | 0.000 | 1.000 | True | False | False | False | 1 |
| 163 | -1.496 | -0.6 | 0.012 | 0.374 | False | False | False | True | -0.085 | 0.159 | 0.162 | 0.246 | -0.172 | -0.472 | -0.336 | -0.233 | 0.000 | -0.161 | 0.000 | -0.186 | 0.000 | 0.083 | True | False | False | False | 1 |
| 164 | -1.496 | -0.6 | -0.831 | -0.149 | False | True | False | True | 2.096 | 50.571 | 18.947 | -0.089 | 0.350 | 96.699 | 0.224 | -0.256 | 0.045 | -0.332 | 0.000 | 0.240 | 0.000 | -0.417 | True | False | False | False | 0 |
| 165 | -1.496 | -0.6 | -0.050 | -0.073 | False | False | False | True | -0.069 | 0.413 | 0.130 | -0.207 | 0.095 | 0.211 | 0.374 | 0.526 | 0.000 | 0.446 | 0.000 | -0.230 | 0.000 | 0.583 | True | False | False | False | 1 |
| 166 | -1.496 | -0.6 | 0.336 | -0.095 | False | False | False | True | -0.058 | 0.730 | 0.324 | -0.089 | -0.064 | -0.374 | -0.224 | 0.414 | 0.404 | 2.232 | 4.995 | 0.012 | 0.000 | -0.250 | True | False | False | False | 1 |
| 167 | -1.496 | -0.6 | 0.225 | 0.367 | False | False | False | True | -0.083 | 0.159 | 0.291 | -0.108 | -0.280 | 0.309 | 0.075 | -0.056 | 0.000 | 1.518 | 4.995 | 0.893 | 0.000 | -0.667 | True | False | False | False | 1 |